Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 11244 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 25 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 2.1 MiB |
| Average record size in memory | 199.5 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 6 |
| Dataset has 25 (0.2%) duplicate rows | Duplicates |
CLASIFICACION_BECAS is highly overall correlated with PORCENTAJE_BECA_INTERNA_CARRERA | High correlation |
EDAD is highly overall correlated with YEAR_GRADUATION | High correlation |
PCA is highly overall correlated with PCA_max and 2 other fields | High correlation |
PCA_max is highly overall correlated with PCA and 1 other fields | High correlation |
PCA_min is highly overall correlated with PCA and 2 other fields | High correlation |
PORCENTAJE_BECA_INTERNA_CARRERA is highly overall correlated with CLASIFICACION_BECAS | High correlation |
PROMEDIO_GLOBAL is highly overall correlated with PROMEDIO_GLOBAL_max and 1 other fields | High correlation |
PROMEDIO_GLOBAL_max is highly overall correlated with PROMEDIO_GLOBAL and 1 other fields | High correlation |
PROMEDIO_GLOBAL_min is highly overall correlated with PROMEDIO_GLOBAL and 1 other fields | High correlation |
YEAR_GRADUATION is highly overall correlated with EDAD | High correlation |
num_semesters is highly overall correlated with std_PGA_change | High correlation |
std_PCA_change is highly overall correlated with PCA and 1 other fields | High correlation |
std_PGA_change is highly overall correlated with num_semesters | High correlation |
TIPO_ESTADO_CIVIL is highly imbalanced (60.9%) | Imbalance |
Times_returned is highly imbalanced (80.1%) | Imbalance |
ESTADO_ESTUDIANTE is highly imbalanced (51.2%) | Imbalance |
Cumulative_Missed_Semesters has 10476 (93.2%) zeros | Zeros |
PROMEDIO_GLOBAL_min has 203 (1.8%) zeros | Zeros |
std_PGA_change has 5662 (50.4%) zeros | Zeros |
std_PCA_change has 10641 (94.6%) zeros | Zeros |
avg_PGA_trend_per_semester has 2446 (21.8%) zeros | Zeros |
avg_PCA_trend_per_semester has 10428 (92.7%) zeros | Zeros |
PORCENTAJE_BECA_INTERNA_CARRERA has 8859 (78.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-28 21:47:25.354177 |
|---|---|
| Analysis finished | 2024-11-28 21:48:22.402941 |
| Duration | 57.05 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
EDAD
Real number (ℝ)
High correlation
| Distinct | 48 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.116951 |
| Minimum | 23 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 31 |
| median | 35 |
| Q3 | 40 |
| 95-th percentile | 49 |
| Maximum | 74 |
| Range | 51 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.6586857 |
|---|---|
| Coefficient of variation (CV) | 0.18436456 |
| Kurtosis | 1.1464701 |
| Mean | 36.116951 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.001574 |
| Sum | 406099 |
| Variance | 44.338096 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 33 | 911 | 8.1% |
| 32 | 891 | 7.9% |
| 31 | 815 | 7.2% |
| 30 | 778 | 6.9% |
| 35 | 764 | 6.8% |
| 34 | 747 | 6.6% |
| 36 | 633 | 5.6% |
| 37 | 540 | 4.8% |
| 29 | 482 | 4.3% |
| 38 | 475 | 4.2% |
| Other values (38) | 4208 |
| Value | Count | Frequency (%) |
| 23 | 15 | 0.1% |
| 24 | 51 | 0.5% |
| 25 | 101 | 0.9% |
| 26 | 131 | 1.2% |
| 27 | 195 | 1.7% |
| 28 | 358 | |
| 29 | 482 | |
| 30 | 778 | |
| 31 | 815 | |
| 32 | 891 |
| Value | Count | Frequency (%) |
| 74 | 1 | < 0.1% |
| 71 | 2 | < 0.1% |
| 69 | 1 | < 0.1% |
| 68 | 2 | < 0.1% |
| 67 | 1 | < 0.1% |
| 65 | 4 | |
| 64 | 1 | < 0.1% |
| 63 | 6 | |
| 62 | 9 | |
| 61 | 6 |
TIPO_ESTADO_CIVIL
Categorical
Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 433.7 KiB |
| SOLTERO | |
|---|---|
| CASADO | |
| UNION LIBRE | 633 |
| DIVORCIADO | 87 |
| SEPARADO | 73 |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 7.1138385 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SOLTERO |
|---|---|
| 2nd row | CASADO |
| 3rd row | SOLTERO |
| 4th row | SOLTERO |
| 5th row | SOLTERO |
Common Values
| Value | Count | Frequency (%) |
| SOLTERO | 8875 | |
| CASADO | 1566 | 13.9% |
| UNION LIBRE | 633 | 5.6% |
| DIVORCIADO | 87 | 0.8% |
| SEPARADO | 73 | 0.6% |
| VIUDO | 10 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| soltero | 8875 | |
| casado | 1566 | 13.2% |
| union | 633 | 5.3% |
| libre | 633 | 5.3% |
| divorciado | 87 | 0.7% |
| separado | 73 | 0.6% |
| viudo | 10 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 20206 | |
| S | 10514 | |
| R | 9668 | |
| E | 9581 | |
| L | 9508 | |
| T | 8875 | |
| A | 3365 | 4.2% |
| D | 1823 | 2.3% |
| C | 1653 | 2.1% |
| I | 1450 | 1.8% |
| Other values (6) | 3345 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 79355 | |
| Space Separator | 633 | 0.8% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 20206 | |
| S | 10514 | |
| R | 9668 | |
| E | 9581 | |
| L | 9508 | |
| T | 8875 | |
| A | 3365 | 4.2% |
| D | 1823 | 2.3% |
| C | 1653 | 2.1% |
| I | 1450 | 1.8% |
| Other values (5) | 2712 | 3.4% |
Space Separator
| Value | Count | Frequency (%) |
| 633 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 79355 | |
| Common | 633 | 0.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 20206 | |
| S | 10514 | |
| R | 9668 | |
| E | 9581 | |
| L | 9508 | |
| T | 8875 | |
| A | 3365 | 4.2% |
| D | 1823 | 2.3% |
| C | 1653 | 2.1% |
| I | 1450 | 1.8% |
| Other values (5) | 2712 | 3.4% |
Common
| Value | Count | Frequency (%) |
| 633 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79988 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 20206 | |
| S | 10514 | |
| R | 9668 | |
| E | 9581 | |
| L | 9508 | |
| T | 8875 | |
| A | 3365 | 4.2% |
| D | 1823 | 2.3% |
| C | 1653 | 2.1% |
| I | 1450 | 1.8% |
| Other values (6) | 3345 | 4.2% |
FACULTAD_PROGRAMA_1
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 433.7 KiB |
| INGENIERÍA | |
|---|---|
| ADMINISTRACIÓN | |
| EDUCACIÓN | |
| CIENCIAS SOCIALES | |
| DERECHO | |
| Other values (8) |
Length
| Max length | 30 |
|---|---|
| Median length | 29 |
| Mean length | 12.032373 |
| Min length | 5 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | DERECHO |
|---|---|
| 2nd row | EDUCACIÓN |
| 3rd row | DERECHO |
| 4th row | DERECHO |
| 5th row | INGENIERÍA |
Common Values
| Value | Count | Frequency (%) |
| INGENIERÍA | 3985 | |
| ADMINISTRACIÓN | 2125 | |
| EDUCACIÓN | 1011 | 9.0% |
| CIENCIAS SOCIALES | 890 | 7.9% |
| DERECHO | 751 | 6.7% |
| ECONOMÍA | 603 | 5.4% |
| ESC DE GOBIERNO ALBERTO LLERAS | 502 | 4.5% |
| CIENCIAS | 470 | 4.2% |
| ARTES Y HUMANIDADES | 375 | 3.3% |
| CIDER | 311 | 2.8% |
| Other values (3) | 221 | 2.0% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ingeniería | 3985 | |
| administración | 2125 | |
| ciencias | 1360 | 8.9% |
| educación | 1011 | 6.6% |
| sociales | 890 | 5.8% |
| derecho | 751 | 4.9% |
| economía | 603 | 4.0% |
| y | 536 | 3.5% |
| alberto | 502 | 3.3% |
| lleras | 502 | 3.3% |
| Other values (13) | 2952 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 20596 | |
| E | 17291 | |
| N | 16132 | |
| A | 14609 | |
| C | 10147 | |
| R | 9377 | 6.9% |
| S | 7180 | 5.3% |
| D | 5671 | 4.2% |
| Í | 4588 | 3.4% |
| O | 4516 | 3.3% |
| Other values (17) | 25185 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 131315 | |
| Space Separator | 3973 | 2.9% |
| Other Punctuation | 2 | < 0.1% |
| Open Punctuation | 1 | < 0.1% |
| Close Punctuation | 1 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 20596 | |
| E | 17291 | |
| N | 16132 | |
| A | 14609 | |
| C | 10147 | |
| R | 9377 | |
| S | 7180 | 5.5% |
| D | 5671 | 4.3% |
| Í | 4588 | 3.5% |
| O | 4516 | 3.4% |
| Other values (13) | 21208 |
Space Separator
| Value | Count | Frequency (%) |
| 3973 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 2 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 1 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 131315 | |
| Common | 3977 | 2.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| I | 20596 | |
| E | 17291 | |
| N | 16132 | |
| A | 14609 | |
| C | 10147 | |
| R | 9377 | |
| S | 7180 | 5.5% |
| D | 5671 | 4.3% |
| Í | 4588 | 3.5% |
| O | 4516 | 3.4% |
| Other values (13) | 21208 |
Common
| Value | Count | Frequency (%) |
| 3973 | ||
| . | 2 | 0.1% |
| ( | 1 | < 0.1% |
| ) | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 127407 | |
| None | 7885 | 5.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 20596 | |
| E | 17291 | |
| N | 16132 | |
| A | 14609 | |
| C | 10147 | |
| R | 9377 | |
| S | 7180 | 5.6% |
| D | 5671 | 4.5% |
| O | 4516 | 3.5% |
| G | 4487 | 3.5% |
| Other values (14) | 17401 |
None
| Value | Count | Frequency (%) |
| Í | 4588 | |
| Ó | 3136 | |
| Ñ | 161 | 2.0% |
PROMEDIO_GLOBAL
Real number (ℝ)
High correlation
| Distinct | 247 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2463189 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 56 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.7 |
| Q1 | 4.11 |
| median | 4.31 |
| Q3 | 4.48 |
| 95-th percentile | 4.72 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0.37 |
Descriptive statistics
| Standard deviation | 0.46412468 |
|---|---|
| Coefficient of variation (CV) | 0.10930048 |
| Kurtosis | 37.129054 |
| Mean | 4.2463189 |
| Median Absolute Deviation (MAD) | 0.19 |
| Skewness | -4.7735408 |
| Sum | 47745.61 |
| Variance | 0.21541172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.36 | 178 | 1.6% |
| 4.31 | 176 | 1.6% |
| 4.4 | 174 | 1.5% |
| 4.5 | 169 | 1.5% |
| 4.33 | 169 | 1.5% |
| 4.3 | 168 | 1.5% |
| 4.45 | 168 | 1.5% |
| 4.32 | 166 | 1.5% |
| 4.34 | 163 | 1.4% |
| 4.43 | 160 | 1.4% |
| Other values (237) | 9553 |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 1.5 | 23 | |
| 1.55 | 1 | < 0.1% |
| 1.56 | 1 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| 1.61 | 2 | < 0.1% |
| 1.75 | 1 | < 0.1% |
| 1.77 | 1 | < 0.1% |
| 1.78 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 17 | |
| 4.99 | 1 | < 0.1% |
| 4.95 | 2 | < 0.1% |
| 4.94 | 4 | < 0.1% |
| 4.92 | 10 | |
| 4.91 | 11 | |
| 4.9 | 18 | |
| 4.89 | 4 | < 0.1% |
| 4.88 | 13 | |
| 4.87 | 15 |
DEPARTAMENTO_RESIDENCIA_UG
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 433.7 KiB |
| BOGOTÁ, D.C. | |
|---|---|
| FUERA DE BOGOTÁ, D.C. |
Length
| Max length | 21 |
|---|---|
| Median length | 12 |
| Mean length | 13.399947 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BOGOTÁ, D.C. |
|---|---|
| 2nd row | BOGOTÁ, D.C. |
| 3rd row | BOGOTÁ, D.C. |
| 4th row | BOGOTÁ, D.C. |
| 5th row | BOGOTÁ, D.C. |
Common Values
| Value | Count | Frequency (%) |
| BOGOTÁ, D.C. | 9495 | |
| FUERA DE BOGOTÁ, D.C. | 1749 | 15.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| bogotá | 11244 | |
| d.c | 11244 | |
| fuera | 1749 | 6.7% |
| de | 1749 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 22488 | |
| . | 22488 | |
| 14742 | ||
| D | 12993 | |
| B | 11244 | |
| G | 11244 | |
| T | 11244 | |
| Á | 11244 | |
| , | 11244 | |
| C | 11244 | |
| Other values (5) | 10494 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 102195 | |
| Other Punctuation | 33732 | 22.4% |
| Space Separator | 14742 | 9.8% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 22488 | |
| D | 12993 | |
| B | 11244 | |
| G | 11244 | |
| T | 11244 | |
| Á | 11244 | |
| C | 11244 | |
| E | 3498 | 3.4% |
| F | 1749 | 1.7% |
| U | 1749 | 1.7% |
| Other values (2) | 3498 | 3.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 22488 | |
| , | 11244 |
Space Separator
| Value | Count | Frequency (%) |
| 14742 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 102195 | |
| Common | 48474 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 22488 | |
| D | 12993 | |
| B | 11244 | |
| G | 11244 | |
| T | 11244 | |
| Á | 11244 | |
| C | 11244 | |
| E | 3498 | 3.4% |
| F | 1749 | 1.7% |
| U | 1749 | 1.7% |
| Other values (2) | 3498 | 3.4% |
Common
| Value | Count | Frequency (%) |
| . | 22488 | |
| 14742 | ||
| , | 11244 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 139425 | |
| None | 11244 | 7.5% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 22488 | |
| . | 22488 | |
| 14742 | ||
| D | 12993 | |
| B | 11244 | |
| G | 11244 | |
| T | 11244 | |
| , | 11244 | |
| C | 11244 | |
| E | 3498 | 2.5% |
| Other values (4) | 6996 | 5.0% |
None
| Value | Count | Frequency (%) |
| Á | 11244 |
PCA
Real number (ℝ)
High correlation
| Distinct | 187 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.98100799 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 63 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.8974359 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.095670601 |
|---|---|
| Coefficient of variation (CV) | 0.097522753 |
| Kurtosis | 68.038286 |
| Mean | 0.98100799 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -7.6984107 |
| Sum | 11030.454 |
| Variance | 0.0091528638 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 10265 | |
| 0 | 63 | 0.6% |
| 0.8333333333 | 54 | 0.5% |
| 0.9 | 52 | 0.5% |
| 0.9090909091 | 48 | 0.4% |
| 0.8 | 46 | 0.4% |
| 0.5 | 43 | 0.4% |
| 0.75 | 38 | 0.3% |
| 0.6666666667 | 33 | 0.3% |
| 0.8571428571 | 28 | 0.2% |
| Other values (177) | 574 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 63 | |
| 0.1111111111 | 1 | < 0.1% |
| 0.2 | 2 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.2727272727 | 1 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.3333333333 | 14 | 0.1% |
| 0.4 | 3 | < 0.1% |
| 0.4166666667 | 1 | < 0.1% |
| 0.4285714286 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 10265 | |
| 0.9921875 | 1 | < 0.1% |
| 0.9916666667 | 1 | < 0.1% |
| 0.988372093 | 4 | < 0.1% |
| 0.9882352941 | 2 | < 0.1% |
| 0.984375 | 2 | < 0.1% |
| 0.9830508475 | 1 | < 0.1% |
| 0.9827586207 | 2 | < 0.1% |
| 0.9814814815 | 3 | < 0.1% |
| 0.9807692308 | 1 | < 0.1% |
Cumulative_Missed_Semesters
Real number (ℝ)
Zeros
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12833511 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 10476 |
| Zeros (%) | 93.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.63292033 |
|---|---|
| Coefficient of variation (CV) | 4.9317783 |
| Kurtosis | 104.94014 |
| Mean | 0.12833511 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.5988893 |
| Sum | 1443 |
| Variance | 0.40058814 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 10476 | |
| 1 | 454 | 4.0% |
| 2 | 164 | 1.5% |
| 3 | 69 | 0.6% |
| 4 | 38 | 0.3% |
| 5 | 18 | 0.2% |
| 10 | 6 | 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 4 | < 0.1% |
| Other values (3) | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 10476 | |
| 1 | 454 | 4.0% |
| 2 | 164 | 1.5% |
| 3 | 69 | 0.6% |
| 4 | 38 | 0.3% |
| 5 | 18 | 0.2% |
| 6 | 5 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 13 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 10 | 6 | 0.1% |
| 9 | 2 | < 0.1% |
| 8 | 4 | < 0.1% |
| 7 | 5 | < 0.1% |
| 6 | 5 | < 0.1% |
| 5 | 18 | 0.2% |
| 4 | 38 | |
| 3 | 69 |
Times_returned
Categorical
Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 433.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 680 |
| 2.0 | 78 |
| 3.0 | 9 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10477 | |
| 1.0 | 680 | 6.0% |
| 2.0 | 78 | 0.7% |
| 3.0 | 9 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10477 | |
| 1.0 | 680 | 6.0% |
| 2.0 | 78 | 0.7% |
| 3.0 | 9 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21721 | |
| . | 11244 | |
| 1 | 680 | 2.0% |
| 2 | 78 | 0.2% |
| 3 | 9 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22488 | |
| Other Punctuation | 11244 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21721 | |
| 1 | 680 | 3.0% |
| 2 | 78 | 0.3% |
| 3 | 9 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 11244 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 33732 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21721 | |
| . | 11244 | |
| 1 | 680 | 2.0% |
| 2 | 78 | 0.2% |
| 3 | 9 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 33732 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21721 | |
| . | 11244 | |
| 1 | 680 | 2.0% |
| 2 | 78 | 0.2% |
| 3 | 9 | < 0.1% |
ESTADO_ESTUDIANTE
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 433.7 KiB |
| NO DESERTOR | |
|---|---|
| DESERTOR |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.681964 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NO DESERTOR |
|---|---|
| 2nd row | NO DESERTOR |
| 3rd row | NO DESERTOR |
| 4th row | NO DESERTOR |
| 5th row | NO DESERTOR |
Common Values
| Value | Count | Frequency (%) |
| NO DESERTOR | 10052 | |
| DESERTOR | 1192 | 10.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| desertor | 11244 | |
| no | 10052 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 22488 | |
| R | 22488 | |
| O | 21296 | |
| D | 11244 | |
| S | 11244 | |
| T | 11244 | |
| N | 10052 | |
| 10052 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 110056 | |
| Space Separator | 10052 | 8.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 22488 | |
| R | 22488 | |
| O | 21296 | |
| D | 11244 | |
| S | 11244 | |
| T | 11244 | |
| N | 10052 |
Space Separator
| Value | Count | Frequency (%) |
| 10052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 110056 | |
| Common | 10052 | 8.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 22488 | |
| R | 22488 | |
| O | 21296 | |
| D | 11244 | |
| S | 11244 | |
| T | 11244 | |
| N | 10052 |
Common
| Value | Count | Frequency (%) |
| 10052 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 120108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 22488 | |
| R | 22488 | |
| O | 21296 | |
| D | 11244 | |
| S | 11244 | |
| T | 11244 | |
| N | 10052 | |
| 10052 |
CLASIFICACION_BECAS
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 433.7 KiB |
| OTRAS FORMAS DE PAGO | |
|---|---|
| BECAS EXTERNAS | |
| BECAS INTERNAS |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 17.923693 |
| Min length | 14 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | OTRAS FORMAS DE PAGO |
|---|---|
| 2nd row | BECAS EXTERNAS |
| 3rd row | OTRAS FORMAS DE PAGO |
| 4th row | OTRAS FORMAS DE PAGO |
| 5th row | OTRAS FORMAS DE PAGO |
Common Values
| Value | Count | Frequency (%) |
| OTRAS FORMAS DE PAGO | 7353 | |
| BECAS EXTERNAS | 2192 | 19.5% |
| BECAS INTERNAS | 1699 | 15.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| otras | 7353 | |
| formas | 7353 | |
| de | 7353 | |
| pago | 7353 | |
| becas | 3891 | |
| externas | 2192 | 5.9% |
| internas | 1699 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 29841 | |
| 25950 | ||
| S | 22488 | |
| O | 22059 | |
| R | 18597 | |
| E | 17327 | |
| T | 11244 | 5.6% |
| G | 7353 | 3.6% |
| P | 7353 | 3.6% |
| D | 7353 | 3.6% |
| Other values (7) | 31969 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 175584 | |
| Space Separator | 25950 | 12.9% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 29841 | |
| S | 22488 | |
| O | 22059 | |
| R | 18597 | |
| E | 17327 | |
| T | 11244 | 6.4% |
| G | 7353 | 4.2% |
| P | 7353 | 4.2% |
| D | 7353 | 4.2% |
| M | 7353 | 4.2% |
| Other values (6) | 24616 |
Space Separator
| Value | Count | Frequency (%) |
| 25950 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 175584 | |
| Common | 25950 | 12.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 29841 | |
| S | 22488 | |
| O | 22059 | |
| R | 18597 | |
| E | 17327 | |
| T | 11244 | 6.4% |
| G | 7353 | 4.2% |
| P | 7353 | 4.2% |
| D | 7353 | 4.2% |
| M | 7353 | 4.2% |
| Other values (6) | 24616 |
Common
| Value | Count | Frequency (%) |
| 25950 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 201534 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 29841 | |
| 25950 | ||
| S | 22488 | |
| O | 22059 | |
| R | 18597 | |
| E | 17327 | |
| T | 11244 | 5.6% |
| G | 7353 | 3.6% |
| P | 7353 | 3.6% |
| D | 7353 | 3.6% |
| Other values (7) | 31969 |
PROMEDIO_GLOBAL_max
Real number (ℝ)
High correlation
| Distinct | 233 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3116302 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 56 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.77 |
| Q1 | 4.17 |
| median | 4.37 |
| Q3 | 4.55 |
| 95-th percentile | 4.79 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0.38 |
Descriptive statistics
| Standard deviation | 0.46747033 |
|---|---|
| Coefficient of variation (CV) | 0.10842078 |
| Kurtosis | 38.427083 |
| Mean | 4.3116302 |
| Median Absolute Deviation (MAD) | 0.19 |
| Skewness | -4.8568499 |
| Sum | 48479.97 |
| Variance | 0.21852851 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.5 | 233 | 2.1% |
| 4.4 | 185 | 1.6% |
| 4.45 | 184 | 1.6% |
| 4.25 | 170 | 1.5% |
| 4.41 | 169 | 1.5% |
| 4.47 | 167 | 1.5% |
| 4.46 | 164 | 1.5% |
| 4.55 | 158 | 1.4% |
| 4.35 | 157 | 1.4% |
| 4.37 | 157 | 1.4% |
| Other values (223) | 9500 |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 1.5 | 23 | |
| 1.55 | 1 | < 0.1% |
| 1.56 | 1 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| 1.61 | 2 | < 0.1% |
| 1.75 | 1 | < 0.1% |
| 1.77 | 1 | < 0.1% |
| 1.78 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 89 | |
| 4.97 | 4 | < 0.1% |
| 4.96 | 3 | < 0.1% |
| 4.95 | 9 | 0.1% |
| 4.94 | 11 | 0.1% |
| 4.93 | 8 | 0.1% |
| 4.92 | 14 | 0.1% |
| 4.91 | 17 | 0.2% |
| 4.9 | 35 | 0.3% |
| 4.89 | 16 | 0.1% |
PROMEDIO_GLOBAL_min
Real number (ℝ)
High correlation Zeros
| Distinct | 252 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1089586 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 203 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.4 |
| Q1 | 3.99 |
| median | 4.23 |
| Q3 | 4.43 |
| 95-th percentile | 4.68 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0.44 |
Descriptive statistics
| Standard deviation | 0.67521836 |
|---|---|
| Coefficient of variation (CV) | 0.16432835 |
| Kurtosis | 22.804728 |
| Mean | 4.1089586 |
| Median Absolute Deviation (MAD) | 0.22 |
| Skewness | -4.2942377 |
| Sum | 46201.13 |
| Variance | 0.45591983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 203 | 1.8% |
| 4.3 | 186 | 1.7% |
| 4 | 180 | 1.6% |
| 4.5 | 171 | 1.5% |
| 4.25 | 158 | 1.4% |
| 4.28 | 157 | 1.4% |
| 4.4 | 155 | 1.4% |
| 4.24 | 155 | 1.4% |
| 4.23 | 154 | 1.4% |
| 4.22 | 152 | 1.4% |
| Other values (242) | 9573 |
| Value | Count | Frequency (%) |
| 0 | 203 | |
| 1.5 | 23 | 0.2% |
| 1.55 | 1 | < 0.1% |
| 1.56 | 1 | < 0.1% |
| 1.6 | 1 | < 0.1% |
| 1.61 | 2 | < 0.1% |
| 1.75 | 1 | < 0.1% |
| 1.77 | 1 | < 0.1% |
| 1.78 | 1 | < 0.1% |
| 1.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 16 | |
| 4.99 | 1 | < 0.1% |
| 4.95 | 2 | < 0.1% |
| 4.94 | 4 | < 0.1% |
| 4.92 | 6 | 0.1% |
| 4.91 | 3 | < 0.1% |
| 4.9 | 13 | |
| 4.89 | 4 | < 0.1% |
| 4.88 | 9 | |
| 4.87 | 10 |
PCA_max
Real number (ℝ)
High correlation
| Distinct | 103 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.98742418 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 63 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.088911348 |
|---|---|
| Coefficient of variation (CV) | 0.090043722 |
| Kurtosis | 91.916196 |
| Mean | 0.98742418 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -9.223239 |
| Sum | 11102.597 |
| Variance | 0.0079052278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 10777 | |
| 0 | 63 | 0.6% |
| 0.5 | 37 | 0.3% |
| 0.8333333333 | 30 | 0.3% |
| 0.6666666667 | 26 | 0.2% |
| 0.9166666667 | 21 | 0.2% |
| 0.8 | 20 | 0.2% |
| 0.75 | 20 | 0.2% |
| 0.9 | 14 | 0.1% |
| 0.9090909091 | 14 | 0.1% |
| Other values (93) | 222 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 63 | |
| 0.1111111111 | 1 | < 0.1% |
| 0.2 | 2 | < 0.1% |
| 0.2727272727 | 1 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.3333333333 | 10 | 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.4166666667 | 1 | < 0.1% |
| 0.5 | 37 | |
| 0.5555555556 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 10777 | |
| 0.9921875 | 1 | < 0.1% |
| 0.9916666667 | 1 | < 0.1% |
| 0.988372093 | 4 | < 0.1% |
| 0.9882352941 | 2 | < 0.1% |
| 0.984375 | 1 | < 0.1% |
| 0.9830508475 | 1 | < 0.1% |
| 0.9827586207 | 2 | < 0.1% |
| 0.9814814815 | 2 | < 0.1% |
| 0.9784946237 | 1 | < 0.1% |
PCA_min
Real number (ℝ)
High correlation
| Distinct | 145 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.97455836 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 79 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.83333333 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.11295923 |
|---|---|
| Coefficient of variation (CV) | 0.11590812 |
| Kurtosis | 43.053618 |
| Mean | 0.97455836 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -6.1328825 |
| Sum | 10957.934 |
| Variance | 0.012759788 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 10265 | |
| 0.5 | 106 | 0.9% |
| 0 | 79 | 0.7% |
| 0.8 | 75 | 0.7% |
| 0.6666666667 | 65 | 0.6% |
| 0.75 | 65 | 0.6% |
| 0.8333333333 | 61 | 0.5% |
| 0.8888888889 | 39 | 0.3% |
| 0.8571428571 | 35 | 0.3% |
| 0.9166666667 | 29 | 0.3% |
| Other values (135) | 425 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 79 | |
| 0.1111111111 | 1 | < 0.1% |
| 0.2 | 2 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.2727272727 | 1 | < 0.1% |
| 0.3333333333 | 19 | 0.2% |
| 0.4 | 3 | < 0.1% |
| 0.4166666667 | 1 | < 0.1% |
| 0.4285714286 | 1 | < 0.1% |
| 0.4444444444 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 10265 | |
| 0.984375 | 1 | < 0.1% |
| 0.9814814815 | 2 | < 0.1% |
| 0.9807692308 | 1 | < 0.1% |
| 0.9803921569 | 1 | < 0.1% |
| 0.9791666667 | 3 | < 0.1% |
| 0.9787234043 | 1 | < 0.1% |
| 0.9782608696 | 1 | < 0.1% |
| 0.9777777778 | 2 | < 0.1% |
| 0.9772727273 | 1 | < 0.1% |
std_PGA_change
Real number (ℝ)
High correlation Zeros
| Distinct | 2843 |
|---|---|
| Distinct (%) | 25.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.070966965 |
| Minimum | 0 |
|---|---|
| Maximum | 3.8820162 |
| Zeros | 5662 |
| Zeros (%) | 50.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.083864971 |
| 95-th percentile | 0.2192031 |
| Maximum | 3.8820162 |
| Range | 3.8820162 |
| Interquartile range (IQR) | 0.083864971 |
Descriptive statistics
| Standard deviation | 0.23378884 |
|---|---|
| Coefficient of variation (CV) | 3.2943334 |
| Kurtosis | 109.03832 |
| Mean | 0.070966965 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.7451053 |
| Sum | 797.95255 |
| Variance | 0.054657223 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5662 | |
| 0.01414213562 | 53 | 0.5% |
| 0.03535533906 | 50 | 0.4% |
| 0.01414213562 | 46 | 0.4% |
| 0.04242640687 | 45 | 0.4% |
| 0.007071067812 | 44 | 0.4% |
| 0.02828427125 | 44 | 0.4% |
| 0.05656854249 | 43 | 0.4% |
| 0.04242640687 | 42 | 0.4% |
| 0.02121320344 | 42 | 0.4% |
| Other values (2833) | 5173 |
| Value | Count | Frequency (%) |
| 0 | 5662 | |
| 3.140184917 × 10-16 | 2 | < 0.1% |
| 5.117875267 × 10-16 | 1 | < 0.1% |
| 5.125396028 × 10-16 | 1 | < 0.1% |
| 6.280369835 × 10-16 | 18 | 0.2% |
| 0.004472135955 | 1 | < 0.1% |
| 0.004472135955 | 1 | < 0.1% |
| 0.004472135955 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3.882016229 | 1 | |
| 3.52139177 | 1 | |
| 3.493107499 | 1 | |
| 3.471894296 | 1 | |
| 3.443610024 | 1 | |
| 3.379970414 | 1 | |
| 3.280975465 | 1 | |
| 3.238549058 | 1 | |
| 3.189051583 | 2 | |
| 3.16783838 | 2 |
std_PCA_change
Real number (ℝ)
High correlation Zeros
| Distinct | 526 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0043460376 |
| Minimum | 0 |
|---|---|
| Maximum | 0.47140452 |
| Zeros | 10641 |
| Zeros (%) | 94.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.01237293 |
| Maximum | 0.47140452 |
| Range | 0.47140452 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.023258627 |
|---|---|
| Coefficient of variation (CV) | 5.3516855 |
| Kurtosis | 73.8184 |
| Mean | 0.0043460376 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.511784 |
| Sum | 48.866847 |
| Variance | 0.00054096371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10641 | |
| 0.1414213562 | 7 | 0.1% |
| 0.1010152545 | 6 | 0.1% |
| 0.06415002991 | 5 | < 0.1% |
| 0.1178511302 | 4 | < 0.1% |
| 0.0576458608 | 4 | < 0.1% |
| 0.05115939748 | 4 | < 0.1% |
| 0.06758625034 | 4 | < 0.1% |
| 0.03295154289 | 4 | < 0.1% |
| 0.09622504486 | 4 | < 0.1% |
| Other values (516) | 561 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 10641 | |
| 0.0009903456319 | 1 | < 0.1% |
| 0.001225457123 | 1 | < 0.1% |
| 0.001609942199 | 1 | < 0.1% |
| 0.002208363255 | 1 | < 0.1% |
| 0.00367328198 | 1 | < 0.1% |
| 0.004037562961 | 1 | < 0.1% |
| 0.004324103712 | 1 | < 0.1% |
| 0.004608153432 | 1 | < 0.1% |
| 0.005356869554 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.4714045208 | 1 | |
| 0.3710456806 | 1 | |
| 0.3706703245 | 1 | |
| 0.3535533906 | 1 | |
| 0.3299831646 | 1 | |
| 0.2929732639 | 1 | |
| 0.2748608182 | 1 | |
| 0.2719641466 | 1 | |
| 0.2710406911 | 1 | |
| 0.2678434777 | 1 |
avg_PGA_trend_per_semester
Real number (ℝ)
Zeros
| Distinct | 1316 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.019837194 |
| Minimum | -2.5 |
|---|---|
| Maximum | 0.75 |
| Zeros | 2446 |
| Zeros (%) | 21.8% |
| Negative | 4762 |
| Negative (%) | 42.4% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | -2.5 |
|---|---|
| 5-th percentile | -0.11666667 |
| Q1 | -0.0325 |
| median | 0 |
| Q3 | 0.022125 |
| 95-th percentile | 0.10333333 |
| Maximum | 0.75 |
| Range | 3.25 |
| Interquartile range (IQR) | 0.054625 |
Descriptive statistics
| Standard deviation | 0.18232935 |
|---|---|
| Coefficient of variation (CV) | -9.1912874 |
| Kurtosis | 88.39171 |
| Mean | -0.019837194 |
| Median Absolute Deviation (MAD) | 0.0275 |
| Skewness | -8.4198214 |
| Sum | -223.04941 |
| Variance | 0.033243993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2446 | 21.8% |
| -0.04 | 130 | 1.2% |
| 0.04 | 120 | 1.1% |
| -0.02 | 117 | 1.0% |
| -0.01 | 109 | 1.0% |
| 0.02 | 107 | 1.0% |
| -0.005 | 95 | 0.8% |
| -0.025 | 94 | 0.8% |
| 0.01 | 92 | 0.8% |
| 0.005 | 90 | 0.8% |
| Other values (1306) | 7844 |
| Value | Count | Frequency (%) |
| -2.5 | 1 | |
| -2.435 | 1 | |
| -2.41 | 1 | |
| -2.405 | 1 | |
| -2.395 | 1 | |
| -2.39 | 1 | |
| -2.37 | 1 | |
| -2.32 | 1 | |
| -2.3 | 1 | |
| -2.295 | 1 |
| Value | Count | Frequency (%) |
| 0.75 | 1 | |
| 0.65 | 1 | |
| 0.565 | 1 | |
| 0.515 | 2 | |
| 0.5 | 1 | |
| 0.48 | 1 | |
| 0.46 | 1 | |
| 0.46 | 1 | |
| 0.42 | 1 | |
| 0.405 | 1 |
avg_PCA_trend_per_semester
Real number (ℝ)
Zeros
| Distinct | 403 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00045674713 |
| Minimum | -0.27777778 |
|---|---|
| Maximum | 0.33333333 |
| Zeros | 10428 |
| Zeros (%) | 92.7% |
| Negative | 279 |
| Negative (%) | 2.5% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | -0.27777778 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.33333333 |
| Range | 0.61111111 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.018451438 |
|---|---|
| Coefficient of variation (CV) | 40.397491 |
| Kurtosis | 82.616426 |
| Mean | 0.00045674713 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.65657312 |
| Sum | 5.1356647 |
| Variance | 0.00034045556 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10428 | |
| 0.125 | 18 | 0.2% |
| 0.04166666667 | 17 | 0.2% |
| 0.02777777778 | 15 | 0.1% |
| 0.02 | 14 | 0.1% |
| 0.1 | 12 | 0.1% |
| 0.01818181818 | 11 | 0.1% |
| 0.02380952381 | 10 | 0.1% |
| 0.03333333333 | 10 | 0.1% |
| 0.025 | 10 | 0.1% |
| Other values (393) | 699 | 6.2% |
| Value | Count | Frequency (%) |
| -0.2777777778 | 1 | < 0.1% |
| -0.2619047619 | 1 | < 0.1% |
| -0.25 | 4 | |
| -0.2211538462 | 1 | < 0.1% |
| -0.1866666667 | 1 | < 0.1% |
| -0.1666666667 | 5 | |
| -0.16 | 1 | < 0.1% |
| -0.15 | 7 | |
| -0.1474358974 | 1 | < 0.1% |
| -0.1428571429 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.3333333333 | 1 | < 0.1% |
| 0.3 | 1 | < 0.1% |
| 0.25 | 5 | |
| 0.2391304348 | 1 | < 0.1% |
| 0.2 | 2 | < 0.1% |
| 0.1875 | 1 | < 0.1% |
| 0.1666666667 | 7 | |
| 0.1538461538 | 1 | < 0.1% |
| 0.1428571429 | 1 | < 0.1% |
| 0.1363636364 | 3 |
PORCENTAJE_BECA_INTERNA_CARRERA
Real number (ℝ)
High correlation Zeros
| Distinct | 307 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13271627 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 8859 |
| Zeros (%) | 78.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2974653 |
|---|---|
| Coefficient of variation (CV) | 2.2413627 |
| Kurtosis | 3.0198122 |
| Mean | 0.13271627 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.1243473 |
| Sum | 1492.2617 |
| Variance | 0.088485604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 8859 | |
| 1 | 759 | 6.8% |
| 0.5 | 288 | 2.6% |
| 0.25 | 90 | 0.8% |
| 0.75 | 87 | 0.8% |
| 0.6666666667 | 80 | 0.7% |
| 0.42 | 74 | 0.7% |
| 0.3333333333 | 69 | 0.6% |
| 0.8 | 55 | 0.5% |
| 0.2 | 48 | 0.4% |
| Other values (297) | 835 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 8859 | |
| 0.0025 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.01 | 2 | < 0.1% |
| 0.01166666667 | 1 | < 0.1% |
| 0.012 | 1 | < 0.1% |
| 0.0125 | 1 | < 0.1% |
| 0.01428571429 | 1 | < 0.1% |
| 0.016 | 4 | < 0.1% |
| 0.01666666667 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 759 | |
| 0.975 | 1 | < 0.1% |
| 0.97 | 3 | < 0.1% |
| 0.9666666667 | 1 | < 0.1% |
| 0.962 | 2 | < 0.1% |
| 0.9525 | 7 | 0.1% |
| 0.95 | 13 | 0.1% |
| 0.95 | 1 | < 0.1% |
| 0.9475 | 1 | < 0.1% |
| 0.944 | 3 | < 0.1% |
num_semesters
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8769121 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5189411 |
|---|---|
| Coefficient of variation (CV) | 0.52797617 |
| Kurtosis | 0.52486923 |
| Mean | 2.8769121 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.80742522 |
| Sum | 32348 |
| Variance | 2.3071819 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2 | 3511 | |
| 4 | 2100 | |
| 1 | 2094 | |
| 3 | 1892 | |
| 5 | 1043 | 9.3% |
| 6 | 387 | 3.4% |
| 7 | 147 | 1.3% |
| 8 | 52 | 0.5% |
| 9 | 11 | 0.1% |
| 10 | 3 | < 0.1% |
| Other values (2) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2094 | |
| 2 | 3511 | |
| 3 | 1892 | |
| 4 | 2100 | |
| 5 | 1043 | 9.3% |
| 6 | 387 | 3.4% |
| 7 | 147 | 1.3% |
| 8 | 52 | 0.5% |
| 9 | 11 | 0.1% |
| 10 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 3 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 11 | 0.1% |
| 8 | 52 | 0.5% |
| 7 | 147 | 1.3% |
| 6 | 387 | 3.4% |
| 5 | 1043 | |
| 4 | 2100 | |
| 3 | 1892 |
YEAR_GRADUATION
Real number (ℝ)
High correlation
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.0848 |
| Minimum | 1975 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 433.7 KiB |
Quantile statistics
| Minimum | 1975 |
|---|---|
| 5-th percentile | 2001 |
| Q1 | 2009 |
| median | 2014 |
| Q3 | 2016 |
| 95-th percentile | 2019 |
| Maximum | 2022 |
| Range | 47 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.7749999 |
|---|---|
| Coefficient of variation (CV) | 0.0028701572 |
| Kurtosis | 2.0141887 |
| Mean | 2012.0848 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -1.2120775 |
| Sum | 22623882 |
| Variance | 33.350623 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 2015 | 1369 | |
| 2016 | 1035 | 9.2% |
| 2014 | 1005 | 8.9% |
| 2013 | 841 | 7.5% |
| 2017 | 838 | 7.5% |
| 2012 | 768 | 6.8% |
| 2018 | 588 | 5.2% |
| 2011 | 578 | 5.1% |
| 2010 | 478 | 4.3% |
| 2009 | 446 | 4.0% |
| Other values (33) | 3298 |
| Value | Count | Frequency (%) |
| 1975 | 2 | < 0.1% |
| 1979 | 2 | < 0.1% |
| 1980 | 1 | < 0.1% |
| 1981 | 2 | < 0.1% |
| 1982 | 1 | < 0.1% |
| 1985 | 4 | |
| 1986 | 2 | < 0.1% |
| 1987 | 7 | |
| 1988 | 6 | |
| 1989 | 6 |
| Value | Count | Frequency (%) |
| 2022 | 114 | 1.0% |
| 2021 | 180 | 1.6% |
| 2020 | 166 | 1.5% |
| 2019 | 359 | 3.2% |
| 2018 | 588 | |
| 2017 | 838 | |
| 2016 | 1035 | |
| 2015 | 1369 | |
| 2014 | 1005 | |
| 2013 | 841 |
Interactions
Correlations
| CLASIFICACION_BECAS | Cumulative_Missed_Semesters | DEPARTAMENTO_RESIDENCIA_UG | EDAD | ESTADO_ESTUDIANTE | FACULTAD_PROGRAMA_1 | PCA | PCA_max | PCA_min | PORCENTAJE_BECA_INTERNA_CARRERA | PROMEDIO_GLOBAL | PROMEDIO_GLOBAL_max | PROMEDIO_GLOBAL_min | TIPO_ESTADO_CIVIL | Times_returned | YEAR_GRADUATION | avg_PCA_trend_per_semester | avg_PGA_trend_per_semester | num_semesters | std_PCA_change | std_PGA_change | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLASIFICACION_BECAS | 1.000 | 0.027 | 0.265 | 0.276 | 0.061 | 0.389 | 0.036 | 0.035 | 0.028 | 0.687 | 0.132 | 0.117 | 0.121 | 0.164 | 0.038 | 0.257 | 0.017 | 0.033 | 0.105 | 0.000 | 0.006 |
| Cumulative_Missed_Semesters | 0.027 | 1.000 | 0.000 | 0.021 | 0.071 | 0.032 | -0.151 | -0.058 | -0.152 | -0.024 | -0.095 | -0.057 | -0.123 | 0.000 | 0.476 | -0.011 | 0.076 | -0.021 | 0.259 | 0.211 | 0.219 |
| DEPARTAMENTO_RESIDENCIA_UG | 0.265 | 0.000 | 1.000 | 0.152 | 0.030 | 0.345 | 0.000 | 0.007 | 0.005 | 0.047 | 0.049 | 0.047 | 0.053 | 0.141 | 0.011 | 0.146 | 0.000 | 0.026 | 0.093 | 0.000 | 0.024 |
| EDAD | 0.276 | 0.021 | 0.152 | 1.000 | 0.046 | 0.149 | -0.033 | -0.039 | -0.034 | -0.286 | -0.145 | -0.102 | -0.126 | 0.244 | 0.012 | -0.903 | -0.008 | 0.051 | 0.112 | 0.015 | 0.065 |
| ESTADO_ESTUDIANTE | 0.061 | 0.071 | 0.030 | 0.046 | 1.000 | 0.147 | 0.402 | 0.335 | 0.338 | 0.052 | 0.450 | 0.420 | 0.355 | 0.000 | 0.061 | 0.021 | 0.213 | 0.113 | 0.157 | 0.124 | 0.060 |
| FACULTAD_PROGRAMA_1 | 0.389 | 0.032 | 0.345 | 0.149 | 0.147 | 1.000 | 0.036 | 0.036 | 0.051 | 0.129 | 0.091 | 0.102 | 0.101 | 0.143 | 0.054 | 0.141 | 0.033 | 0.043 | 0.078 | 0.030 | 0.025 |
| PCA | 0.036 | -0.151 | 0.000 | -0.033 | 0.402 | 0.036 | 1.000 | 0.684 | 0.999 | 0.016 | 0.343 | 0.276 | 0.346 | 0.000 | 0.090 | 0.009 | -0.285 | -0.027 | -0.095 | -0.752 | -0.127 |
| PCA_max | 0.035 | -0.058 | 0.007 | -0.039 | 0.335 | 0.036 | 0.684 | 1.000 | 0.694 | 0.035 | 0.265 | 0.269 | 0.273 | 0.000 | 0.044 | 0.025 | 0.427 | 0.095 | 0.039 | -0.325 | 0.007 |
| PCA_min | 0.028 | -0.152 | 0.005 | -0.034 | 0.338 | 0.051 | 0.999 | 0.694 | 1.000 | 0.017 | 0.342 | 0.276 | 0.347 | 0.000 | 0.092 | 0.010 | -0.266 | -0.021 | -0.098 | -0.758 | -0.129 |
| PORCENTAJE_BECA_INTERNA_CARRERA | 0.687 | -0.024 | 0.047 | -0.286 | 0.052 | 0.129 | 0.016 | 0.035 | 0.017 | 1.000 | 0.209 | 0.190 | 0.168 | 0.048 | 0.049 | 0.294 | 0.021 | -0.056 | 0.070 | 0.004 | 0.032 |
| PROMEDIO_GLOBAL | 0.132 | -0.095 | 0.049 | -0.145 | 0.450 | 0.091 | 0.343 | 0.265 | 0.342 | 0.209 | 1.000 | 0.915 | 0.909 | 0.025 | 0.066 | 0.102 | -0.075 | -0.013 | 0.027 | -0.225 | -0.039 |
| PROMEDIO_GLOBAL_max | 0.117 | -0.057 | 0.047 | -0.102 | 0.420 | 0.102 | 0.276 | 0.269 | 0.276 | 0.190 | 0.915 | 1.000 | 0.869 | 0.028 | 0.035 | 0.073 | 0.003 | 0.245 | 0.125 | -0.152 | 0.067 |
| PROMEDIO_GLOBAL_min | 0.121 | -0.123 | 0.053 | -0.126 | 0.355 | 0.101 | 0.346 | 0.273 | 0.347 | 0.168 | 0.909 | 0.869 | 1.000 | 0.028 | 0.089 | 0.087 | -0.060 | 0.250 | -0.122 | -0.241 | -0.196 |
| TIPO_ESTADO_CIVIL | 0.164 | 0.000 | 0.141 | 0.244 | 0.000 | 0.143 | 0.000 | 0.000 | 0.000 | 0.048 | 0.025 | 0.028 | 0.028 | 1.000 | 0.000 | 0.216 | 0.010 | 0.000 | 0.035 | 0.000 | 0.000 |
| Times_returned | 0.038 | 0.476 | 0.011 | 0.012 | 0.061 | 0.054 | 0.090 | 0.044 | 0.092 | 0.049 | 0.066 | 0.035 | 0.089 | 0.000 | 1.000 | 0.013 | 0.072 | 0.042 | 0.252 | 0.117 | 0.054 |
| YEAR_GRADUATION | 0.257 | -0.011 | 0.146 | -0.903 | 0.021 | 0.141 | 0.009 | 0.025 | 0.010 | 0.294 | 0.102 | 0.073 | 0.087 | 0.216 | 0.013 | 1.000 | 0.023 | -0.035 | -0.114 | -0.004 | -0.059 |
| avg_PCA_trend_per_semester | 0.017 | 0.076 | 0.000 | -0.008 | 0.213 | 0.033 | -0.285 | 0.427 | -0.266 | 0.021 | -0.075 | 0.003 | -0.060 | 0.010 | 0.072 | 0.023 | 1.000 | 0.185 | 0.090 | 0.333 | 0.096 |
| avg_PGA_trend_per_semester | 0.033 | -0.021 | 0.026 | 0.051 | 0.113 | 0.043 | -0.027 | 0.095 | -0.021 | -0.056 | -0.013 | 0.245 | 0.250 | 0.000 | 0.042 | -0.035 | 0.185 | 1.000 | -0.075 | 0.012 | -0.070 |
| num_semesters | 0.105 | 0.259 | 0.093 | 0.112 | 0.157 | 0.078 | -0.095 | 0.039 | -0.098 | 0.070 | 0.027 | 0.125 | -0.122 | 0.035 | 0.252 | -0.114 | 0.090 | -0.075 | 1.000 | 0.265 | 0.835 |
| std_PCA_change | 0.000 | 0.211 | 0.000 | 0.015 | 0.124 | 0.030 | -0.752 | -0.325 | -0.758 | 0.004 | -0.225 | -0.152 | -0.241 | 0.000 | 0.117 | -0.004 | 0.333 | 0.012 | 0.265 | 1.000 | 0.304 |
| std_PGA_change | 0.006 | 0.219 | 0.024 | 0.065 | 0.060 | 0.025 | -0.127 | 0.007 | -0.129 | 0.032 | -0.039 | 0.067 | -0.196 | 0.000 | 0.054 | -0.059 | 0.096 | -0.070 | 0.835 | 0.304 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| EDAD | TIPO_ESTADO_CIVIL | FACULTAD_PROGRAMA_1 | PROMEDIO_GLOBAL | DEPARTAMENTO_RESIDENCIA_UG | PCA | Cumulative_Missed_Semesters | Times_returned | ESTADO_ESTUDIANTE | CLASIFICACION_BECAS | PROMEDIO_GLOBAL_max | PROMEDIO_GLOBAL_min | PCA_max | PCA_min | std_PGA_change | std_PCA_change | avg_PGA_trend_per_semester | avg_PCA_trend_per_semester | PORCENTAJE_BECA_INTERNA_CARRERA | num_semesters | YEAR_GRADUATION | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3049 | 35.0 | SOLTERO | DERECHO | 4.40 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.40 | 4.40 | 1.0 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00 | 0.0000 | 1 | 2014.0 |
| 4024 | 41.0 | CASADO | EDUCACIÓN | 4.36 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | BECAS EXTERNAS | 4.36 | 4.31 | 1.0 | 1.000000 | 0.000000 | 0.000000 | -0.025000 | 0.00 | 0.0000 | 2 | 2007.0 |
| 6718 | 31.0 | SOLTERO | DERECHO | 4.74 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.74 | 4.65 | 1.0 | 1.000000 | 0.000000 | 0.000000 | -0.045000 | 0.00 | 0.0000 | 2 | 2018.0 |
| 16240 | 38.0 | SOLTERO | DERECHO | 3.76 | BOGOTÁ, D.C. | 0.9 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.46 | 3.76 | 1.0 | 0.888889 | 0.225462 | 0.057646 | 0.140000 | 0.02 | 0.0000 | 5 | 2013.0 |
| 14701 | 42.0 | SOLTERO | INGENIERÍA | 4.09 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.09 | 3.79 | 1.0 | 1.000000 | 0.082664 | 0.000000 | -0.060000 | 0.00 | 0.0000 | 5 | 2009.0 |
| 1820 | 30.0 | SOLTERO | ECONOMÍA | 4.06 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.06 | 3.81 | 1.0 | 1.000000 | 0.000000 | 0.000000 | -0.125000 | 0.00 | 0.0000 | 2 | 2016.0 |
| 8869 | 33.0 | SOLTERO | ECONOMÍA | 3.60 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | DESERTOR | OTRAS FORMAS DE PAGO | 3.60 | 3.30 | 1.0 | 1.000000 | 0.000000 | 0.000000 | -0.150000 | 0.00 | 0.0000 | 2 | 2014.0 |
| 11036 | 32.0 | SOLTERO | CIENCIAS | 4.64 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.64 | 4.39 | 1.0 | 1.000000 | 0.097125 | 0.000000 | -0.062500 | 0.00 | 0.0000 | 4 | 2015.0 |
| 15182 | 46.0 | SOLTERO | ADMINISTRACIÓN | 3.93 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 3.93 | 3.88 | 1.0 | 1.000000 | 0.056569 | 0.000000 | -0.006667 | 0.00 | 0.0000 | 3 | 2001.0 |
| 470 | 43.0 | SOLTERO | ADMINISTRACIÓN | 4.33 | FUERA DE BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.33 | 4.06 | 1.0 | 1.000000 | 0.026458 | 0.000000 | -0.067500 | 0.00 | 0.2675 | 4 | 2007.0 |
| EDAD | TIPO_ESTADO_CIVIL | FACULTAD_PROGRAMA_1 | PROMEDIO_GLOBAL | DEPARTAMENTO_RESIDENCIA_UG | PCA | Cumulative_Missed_Semesters | Times_returned | ESTADO_ESTUDIANTE | CLASIFICACION_BECAS | PROMEDIO_GLOBAL_max | PROMEDIO_GLOBAL_min | PCA_max | PCA_min | std_PGA_change | std_PCA_change | avg_PGA_trend_per_semester | avg_PCA_trend_per_semester | PORCENTAJE_BECA_INTERNA_CARRERA | num_semesters | YEAR_GRADUATION | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1120 | 34.0 | SOLTERO | INGENIERÍA | 3.81 | BOGOTÁ, D.C. | 1.000000 | 1.0 | 1.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 3.85 | 3.35 | 1.0 | 1.000000 | 0.222755 | 0.000000 | -0.076667 | 0.000000 | 0.333333 | 6 | 2013.0 |
| 9438 | 35.0 | SOLTERO | ADMINISTRACIÓN | 4.16 | BOGOTÁ, D.C. | 0.974359 | 0.0 | 0.0 | NO DESERTOR | BECAS EXTERNAS | 4.16 | 4.06 | 1.0 | 0.974359 | 0.042426 | 0.018131 | -0.033333 | 0.008547 | 0.000000 | 3 | 2013.0 |
| 11853 | 39.0 | CASADO | INGENIERÍA | 4.72 | BOGOTÁ, D.C. | 1.000000 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.72 | 4.72 | 1.0 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1 | 2008.0 |
| 15180 | 31.0 | SOLTERO | ECONOMÍA | 4.07 | BOGOTÁ, D.C. | 1.000000 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.09 | 4.07 | 1.0 | 1.000000 | 0.000000 | 0.000000 | 0.006667 | 0.000000 | 0.000000 | 3 | 2016.0 |
| 9652 | 34.0 | SOLTERO | INGENIERÍA | 4.33 | BOGOTÁ, D.C. | 1.000000 | 0.0 | 0.0 | NO DESERTOR | BECAS EXTERNAS | 4.41 | 4.30 | 1.0 | 1.000000 | 0.077244 | 0.000000 | 0.004000 | 0.000000 | 0.000000 | 5 | 2012.0 |
| 4825 | 41.0 | SOLTERO | CIDER | 4.70 | BOGOTÁ, D.C. | 1.000000 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.70 | 4.58 | 1.0 | 1.000000 | 0.000000 | 0.000000 | -0.060000 | 0.000000 | 0.000000 | 2 | 2013.0 |
| 11754 | 34.0 | SOLTERO | EDUCACIÓN | 4.77 | BOGOTÁ, D.C. | 1.000000 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 5.00 | 4.77 | 1.0 | 1.000000 | 0.021213 | 0.000000 | 0.076667 | 0.000000 | 0.000000 | 3 | 2014.0 |
| 14220 | 30.0 | SOLTERO | INGENIERÍA | 4.34 | BOGOTÁ, D.C. | 1.000000 | 0.0 | 0.0 | NO DESERTOR | BECAS INTERNAS | 4.38 | 4.19 | 1.0 | 1.000000 | 0.078102 | 0.000000 | -0.037500 | 0.000000 | 0.750000 | 4 | 2018.0 |
| 16675 | 45.0 | SOLTERO | INGENIERÍA | 4.25 | BOGOTÁ, D.C. | 1.000000 | 0.0 | 0.0 | DESERTOR | OTRAS FORMAS DE PAGO | 4.25 | 4.25 | 1.0 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1 | 2004.0 |
| 15394 | 28.0 | SOLTERO | CIENCIAS | 3.70 | BOGOTÁ, D.C. | 0.739130 | 0.0 | 0.0 | DESERTOR | OTRAS FORMAS DE PAGO | 4.85 | 3.70 | 1.0 | 0.739130 | 0.529371 | 0.150613 | 0.287500 | 0.065217 | 0.250000 | 4 | 2016.0 |
Duplicate rows
Most frequently occurring
| EDAD | TIPO_ESTADO_CIVIL | FACULTAD_PROGRAMA_1 | PROMEDIO_GLOBAL | DEPARTAMENTO_RESIDENCIA_UG | PCA | Cumulative_Missed_Semesters | Times_returned | ESTADO_ESTUDIANTE | CLASIFICACION_BECAS | PROMEDIO_GLOBAL_max | PROMEDIO_GLOBAL_min | PCA_max | PCA_min | std_PGA_change | std_PCA_change | avg_PGA_trend_per_semester | avg_PCA_trend_per_semester | PORCENTAJE_BECA_INTERNA_CARRERA | num_semesters | YEAR_GRADUATION | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | 30.0 | SOLTERO | INGENIERÍA | 0.00 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | DESERTOR | OTRAS FORMAS DE PAGO | 0.00 | 0.00 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2018.0 | 3 |
| 0 | 28.0 | SOLTERO | ECONOMÍA | 4.13 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.13 | 4.13 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2018.0 | 2 |
| 1 | 28.0 | SOLTERO | ECONOMÍA | 4.44 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.44 | 4.44 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2019.0 | 2 |
| 2 | 28.0 | SOLTERO | INGENIERÍA | 4.59 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.59 | 4.59 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2018.0 | 2 |
| 3 | 29.0 | SOLTERO | ECONOMÍA | 4.21 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.21 | 4.21 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2017.0 | 2 |
| 4 | 29.0 | SOLTERO | INGENIERÍA | 4.40 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.40 | 4.40 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2017.0 | 2 |
| 5 | 30.0 | SOLTERO | DERECHO | 4.44 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.44 | 4.44 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2018.0 | 2 |
| 7 | 30.0 | SOLTERO | INGENIERÍA | 4.52 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.52 | 4.52 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2016.0 | 2 |
| 8 | 31.0 | SOLTERO | INGENIERÍA | 4.25 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.25 | 4.25 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2015.0 | 2 |
| 9 | 32.0 | SOLTERO | ADMINISTRACIÓN | 4.61 | BOGOTÁ, D.C. | 1.0 | 0.0 | 0.0 | NO DESERTOR | OTRAS FORMAS DE PAGO | 4.61 | 4.61 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | 2015.0 | 2 |